MingSun-Tse

Caffe_IncReg

[IJCNN'19, IEEE JSTSP'19] Caffe code for our paper "Structured Pruning for Efficient ConvNets via Incremental Regularization"; [BMVC'18] "Structured Probabilistic Pruning for Convolutional Neural Network Acceleration"

AdversarialAttacks

admm-pruning

Prune DNN using Alternating Direction Method of Multipliers (ADMM)

AgnosticMC

DAFL

A Pytorch implementation of "Data-Free Learning of Student Networks" (ICCV 2019).

deep-high-resolution-net.pytorch

The project is an official implementation of our CVPR2019 paper "Deep High-Resolution Representation Learning for Human Pose Estimation"

DeepHoyer

DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures

DeepInversion

Official PyTorch implementation of Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion (CVPR 2020)

DeepLearningTheories

Collection of recent papers on deep learning theories

dmcp

EigenDamage-Pytorch

Pytorch implementations of the paper "EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis".

fast-human-pose-estimation.pytorch

Official pytorch Code for CVPR2019 paper "Fast Human Pose Estimation" https://arxiv.org/abs/1811.05419

foolbox

A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX

loss-landscape

Code for visualizing the loss landscape of neural nets

MEAL

Official Implementation of MEAL: Multi-Model Ensemble via Adversarial Learning on AAAI 2019

MNN

MNN is a lightweight deep neural network inference engine.

moco

PyTorch implementation of MoCo: https://arxiv.org/abs/1911.05722

network-slimming

Network Slimming (Pytorch) (ICCV 2017)

PIFu

This repository contains the code for the paper "PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization"

pytorch-AdaIN

Unofficial pytorch implementation of 'Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization' [Huang+, ICCV2017]

pytorch-prunes

Code for https://arxiv.org/abs/1810.04622

RCAN

PyTorch code for our ECCV 2018 paper "Image Super-Resolution Using Very Deep Residual Channel Attention Networks"

RepDistiller

[ICLR 2020] Contrastive Representation Distillation (CRD), and benchmark of recent knowledge distillation methods

rethinking-network-pruning

Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)

Scripts

scripts

spp-public

A Signal Propagation Perspective for Pruning Neural Networks at Initialization

Structured-Bayesian-Pruning-pytorch

pytorch implementation of Structured Bayesian Pruning

Taylor_pruning

Pruning Neural Networks with Taylor criterion in Pytorch

ZeroShotKnowledgeTransfer

Accompanying code for the paper "Zero-shot Knowledge Transfer via Adversarial Belief Matching"

ZSKD

Zero-Shot Knowledge Distillation in Deep Networks